skada.LinearOTMapping

skada.LinearOTMapping(base_estimator=None, reg=1.0, bias=True)[source]

Returns a the linear OT mapping method with adapter and estimator.

see [6] for details.

Parameters:
base_estimatorobject, optional (default=None)

The base estimator to fit on the target dataset.

regfloat, (default=1e-08)

regularization added to the diagonals of covariances.

bias: bool, optional (default=True)

estimate bias.

Returns:
pipelinePipeline

Pipeline containing linear OT mapping adapter and base estimator.

References

[6]

N. Courty, R. Flamary, D. Tuia and A. Rakotomamonjy, Optimal Transport for Domain Adaptation, in IEEE Transactions on Pattern Analysis and Machine Intelligence

Examples using skada.LinearOTMapping

Comparison of DA classification methods

Comparison of DA classification methods